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449 Publications
2007 | Book Chapter | LibreCat-ID: 16224
Why fuzzy set theory is useful in data mining
E. Hüllermeier, in: F. Masseglia, P. Poncelet, M. Teisseire (Eds.), Successes and New Directions in Data Mining, Information Science Reference, Hershey, New York, 2007, pp. 1–16.
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E. Hüllermeier, in: F. Masseglia, P. Poncelet, M. Teisseire (Eds.), Successes and New Directions in Data Mining, Information Science Reference, Hershey, New York, 2007, pp. 1–16.
2007 | Book Chapter | LibreCat-ID: 16226
Fuzzy clustering of parallel data streams
J. Beringer, E. Hüllermeier, in: J. Valente de Oliveira, W. Pedrycz (Eds.), Advances in Fuzzy Clustering and Its Applications , John Wiley and Sons, 2007, pp. 333–352.
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J. Beringer, E. Hüllermeier, in: J. Valente de Oliveira, W. Pedrycz (Eds.), Advances in Fuzzy Clustering and Its Applications , John Wiley and Sons, 2007, pp. 333–352.
2007 | Book Chapter | LibreCat-ID: 16227
Fuzzy methods for data mining and machine learning: State of the art and prospects
E. Hüllermeier, in: Fuzzy Sets and Their Extensions: Representation, Aggregation and Models, Springer, 2007, pp. 355–374.
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E. Hüllermeier, in: Fuzzy Sets and Their Extensions: Representation, Aggregation and Models, Springer, 2007, pp. 355–374.
2007 | Book | LibreCat-ID: 16282
Case-based Approximate Reasoning
E. Hüllermeier, Case-Based Approximate Reasoning, Springer, 2007.
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E. Hüllermeier, Case-Based Approximate Reasoning, Springer, 2007.
2007 | Conference Paper | LibreCat-ID: 13601
On pairwise Naive Bayes classifiers
J.N. Sulzmann, J. Fürnkranz, E. Hüllermeier, in: In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, Springer, 2007.
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J.N. Sulzmann, J. Fürnkranz, E. Hüllermeier, in: In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, Springer, 2007.
2006 | Conference Paper | LibreCat-ID: 15785
Adaptive optimization of the number of clusters in fuzzy clustering, Dortmund, Germany 2006
J. Beringer, E. Hüllermeier, in: R. Mikut, M. Reischl (Eds.), In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, 2006, pp. 140–149.
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J. Beringer, E. Hüllermeier, in: R. Mikut, M. Reischl (Eds.), In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, 2006, pp. 140–149.
2006 | Conference Paper | LibreCat-ID: 15786
Classification via fuzzy preference learning
E. Hüllermeier, K. Brinker, in: R. Mikut, M. Reischl (Eds.), In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, 2006, pp. 190–199.
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E. Hüllermeier, K. Brinker, in: R. Mikut, M. Reischl (Eds.), In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, 2006, pp. 190–199.
2006 | Conference Paper | LibreCat-ID: 15798
Credible case-based inference using similarity profiles
E. Hüllermeier, in: M. Minor (Ed.), In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey, 2006, pp. 230–242.
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E. Hüllermeier, in: M. Minor (Ed.), In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey, 2006, pp. 230–242.
2006 | Conference Paper | LibreCat-ID: 14836
Hierarchical classification by expected utility maximization
K. Bade, E. Hüllermeier, A. Nürnberger, in: In Proceedings ICDM-2006, IEEE International Conference on Data Mining, IEEE Computer Society Press, 2006, pp. 43–52.
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K. Bade, E. Hüllermeier, A. Nürnberger, in: In Proceedings ICDM-2006, IEEE International Conference on Data Mining, IEEE Computer Society Press, 2006, pp. 43–52.
2006 | Conference Paper | LibreCat-ID: 14837
Case-based label ranking
K. Brinker, E. Hüllermeier, in: In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, Springer, 2006, pp. 566–573.
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K. Brinker, E. Hüllermeier, in: In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, Springer, 2006, pp. 566–573.
2006 | Conference Paper | LibreCat-ID: 14838
A unified model for multilabel classification and ranking
K. Brinker, J. Fuernkranz, E. Hüllermeier, in: G. Brewka, S. Coradeschi, A. Perini, P. Traverso (Eds.), In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, 2006, pp. 489–493.
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K. Brinker, J. Fuernkranz, E. Hüllermeier, in: G. Brewka, S. Coradeschi, A. Perini, P. Traverso (Eds.), In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, 2006, pp. 489–493.
2006 | Conference Paper | LibreCat-ID: 15201
Integrating instance-based learning and logistic regression
E. Hüllermeier, in: In Proceedings IPMU-2006 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Paris, France, 2006.
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E. Hüllermeier, in: In Proceedings IPMU-2006 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Paris, France, 2006.
2006 | Conference Paper | LibreCat-ID: 15213
The Choquet integral as an aggregation operator in case-based learning
E. Hüllermeier, in: B. Reusch (Ed.), In Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund, Springer, 2006, pp. 615–628.
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E. Hüllermeier, in: B. Reusch (Ed.), In Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund, Springer, 2006, pp. 615–628.
2006 | Journal Article | LibreCat-ID: 16173
A systematic approach to the assessment of fuzzy association rules
D. Dubois, E. Hüllermeier, H. Prade, Data Mining and Knowledge Discovery 13 (2006) 167–192.
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D. Dubois, E. Hüllermeier, H. Prade, Data Mining and Knowledge Discovery 13 (2006) 167–192.
2006 | Journal Article | LibreCat-ID: 16176
Fuzzy methods in case-based recommendation and decision support
D. Dubois, E. Hüllermeier, H. Prade, Journal of Intelligent Information Systems 27 (2006) 95–115.
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D. Dubois, E. Hüllermeier, H. Prade, Journal of Intelligent Information Systems 27 (2006) 95–115.
2006 | Journal Article | LibreCat-ID: 16177
Learning from ambiguously labeled examples
E. Hüllermeier, J. Beringer, Intelligent Data Analysis 10 (2006) 419–440.
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E. Hüllermeier, J. Beringer, Intelligent Data Analysis 10 (2006) 419–440.
2006 | Journal Article | LibreCat-ID: 16183
Online clustering of parallel data streams
J. Beringer, E. Hüllermeier, Data and Knowledge Engineering 58 (2006) 180–204.
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J. Beringer, E. Hüllermeier, Data and Knowledge Engineering 58 (2006) 180–204.
2006 | Journal Article | LibreCat-ID: 16195
A fuzzy-probablistic earthquake risk assessment system
I. Karimi, E. Hüllermeier, K. Meskouris, Soft Computing 11 (2006) 229–238.
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I. Karimi, E. Hüllermeier, K. Meskouris, Soft Computing 11 (2006) 229–238.
2005 | Conference Paper | LibreCat-ID: 15799
Calibrated label-ranking
K. Brinker, E. Hüllermeier, in: S. Agarwal, C. Cortes, R. Herbrich (Eds.), In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada, http://web.mit.edu/shivani/www/Ranking-NIPS-05/., 2005, pp. 1–6.
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K. Brinker, E. Hüllermeier, in: S. Agarwal, C. Cortes, R. Herbrich (Eds.), In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada, http://web.mit.edu/shivani/www/Ranking-NIPS-05/., 2005, pp. 1–6.
2005 | Conference Paper | LibreCat-ID: 15800
On position error and label ranking through iterated choice
E. Hüllermeier, J. Fürnkranz, J. Beringer, in: In Proceedings LWA/FGML-2005, German Workshop on Machine Learning, Saarbrücken, Germany , 2005, pp. 158–163.
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E. Hüllermeier, J. Fürnkranz, J. Beringer, in: In Proceedings LWA/FGML-2005, German Workshop on Machine Learning, Saarbrücken, Germany , 2005, pp. 158–163.
2005 | Conference Paper | LibreCat-ID: 14839
A method for combining interacting pieces of evidence in case-based learning
E. Hüllermeier, C. NN, in: L. Kaelbling, A. Saffiotti (Eds.), In Proceedings IJCAI-05, 19th International Joint Conference on Artificial Intelligence, Edingburgh, Scotland, 2005, pp. 3–8.
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E. Hüllermeier, C. NN, in: L. Kaelbling, A. Saffiotti (Eds.), In Proceedings IJCAI-05, 19th International Joint Conference on Artificial Intelligence, Edingburgh, Scotland, 2005, pp. 3–8.
2005 | Conference Paper | LibreCat-ID: 14840
Learning label preferences: Ranking error versus position error
E. Hüllermeier, J. Fürnkranz, in: A. Famili, J. Kok, J. Pena, A. Siebes, A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, Springer, 2005, pp. 180–191.
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E. Hüllermeier, J. Fürnkranz, in: A. Famili, J. Kok, J. Pena, A. Siebes, A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, Springer, 2005, pp. 180–191.
2005 | Conference Paper | LibreCat-ID: 14841
Learning from ambiguously labeled examples
E. Hüllermeier, J. Beringer, in: A. Famili, J. Kok, J. Pena, A. Siebes, A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, Springer, 2005, pp. 168–179.
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E. Hüllermeier, J. Beringer, in: A. Famili, J. Kok, J. Pena, A. Siebes, A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, Springer, 2005, pp. 168–179.
2005 | Conference Paper | LibreCat-ID: 15105
A notion of comarative probabilistic entroy based on the possibilistic specificity ordering
D. Dubois, E. Hüllermeier, in: In Proceedings ECSQARU-2005, 8th European Conference of Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Barcelona, Spain, 2005.
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D. Dubois, E. Hüllermeier, in: In Proceedings ECSQARU-2005, 8th European Conference of Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Barcelona, Spain, 2005.
2005 | Conference Paper | LibreCat-ID: 15214
A fuzzy-probablistic risk assessment system for natural disasters
I. Karimi, E. Hüllermeier, in: In Proceedings IFSA-2005, 11th World Congress of the International Fuzzy System Association, Beijing, China, 2005, pp. 1147–1153.
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I. Karimi, E. Hüllermeier, in: In Proceedings IFSA-2005, 11th World Congress of the International Fuzzy System Association, Beijing, China, 2005, pp. 1147–1153.
2005 | Conference Paper | LibreCat-ID: 15215
Improving the interpretability of data-driven evolving fuzzy systems
E. Lughofer, E. Hüllermeier, E. Klement, in: In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
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E. Lughofer, E. Hüllermeier, E. Klement, in: In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
2005 | Conference Paper | LibreCat-ID: 15216
Learning complexity-boundet rule-based classifiers by combining association analysis and genetic algorithms
Y. Yi, E. Hüllermeier, in: In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
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Y. Yi, E. Hüllermeier, in: In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
2005 | Journal Article | LibreCat-ID: 16174
Fuzzy sets in machine learning and data mining: Status and prospects
E. Hüllermeier, Fuzzy Sets and Systems 156 (2005) 387–406.
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E. Hüllermeier, Fuzzy Sets and Systems 156 (2005) 387–406.
2005 | Journal Article | LibreCat-ID: 16178
Experience-based decision making: A satisficing decision tree approach
E. Hüllermeier, IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans 35 (2005) 641–653.
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E. Hüllermeier, IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans 35 (2005) 641–653.
2005 | Journal Article | LibreCat-ID: 16181
Clustering of gene expression data using a local shape-based similarity measure
R. Balasubramaniyan, E. Hüllermeier, N. Weskamp, J. Kämper, Bioinformatics 21 (2005) 1069–1077.
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R. Balasubramaniyan, E. Hüllermeier, N. Weskamp, J. Kämper, Bioinformatics 21 (2005) 1069–1077.
2004 | Conference Paper | LibreCat-ID: 15801
A systematic approach to the assessment of fuzzy association rules
D. Dubois, E. Hüllermeier, H. Prade, in: J. Cubero, D. Sanchez, Z. Ras, T. Sudkamp (Eds.), In Proceedings of the Workshop on Alternative Techniques for Data Mining and Knowledge Discovery, IEEE International Conference on Data Mining, Brighton, UK, 2004.
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D. Dubois, E. Hüllermeier, H. Prade, in: J. Cubero, D. Sanchez, Z. Ras, T. Sudkamp (Eds.), In Proceedings of the Workshop on Alternative Techniques for Data Mining and Knowledge Discovery, IEEE International Conference on Data Mining, Brighton, UK, 2004.
2004 | Conference Paper | LibreCat-ID: 15804
Graph alignments: A new concept to detect conserved regions in protein active sites
N. Weskamp, E. Hüllermeier, D. Kuhn, G. Klebe, in: R. Giegerich, J. Stoye (Eds.), In Proceedings of GCB-2004 of the German Conference on Bioinformatics, Bielefeld, Germany, Springer, 2004, pp. 131–140.
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N. Weskamp, E. Hüllermeier, D. Kuhn, G. Klebe, in: R. Giegerich, J. Stoye (Eds.), In Proceedings of GCB-2004 of the German Conference on Bioinformatics, Bielefeld, Germany, Springer, 2004, pp. 131–140.
2004 | Conference Paper | LibreCat-ID: 14842
Instance-based prediction with guaranteed confidence
E. Hüllermeier, in: R. Lopez de Mantaras, L. Saitta (Eds.), In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain, IOS Press, 2004, pp. 97–101.
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E. Hüllermeier, in: R. Lopez de Mantaras, L. Saitta (Eds.), In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain, IOS Press, 2004, pp. 97–101.
2004 | Conference Paper | LibreCat-ID: 15217
Comparison of ranking procedures in pairwise preference learning
E. Hüllermeier, J. Fürnkranz, in: In Proceedings IPMU-2004 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
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E. Hüllermeier, J. Fürnkranz, in: In Proceedings IPMU-2004 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
2004 | Conference Paper | LibreCat-ID: 15218
Ranking by pairwise comparison: A note on risk minimization
E. Hüllermeier, J. Fürnkranz, in: In Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary, 2004.
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E. Hüllermeier, J. Fürnkranz, in: In Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary, 2004.
2004 | Conference Paper | LibreCat-ID: 15219
An earthquake risk assessment method based on fuzzy probability
I. Karimi, E. Hüllermeier, K. Meskouris, in: In Proceedings 6th International FLINS Conference on Applied Computational Intelligence, Duinse Polders, Blankenberg,Belgien, 2004.
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I. Karimi, E. Hüllermeier, K. Meskouris, in: In Proceedings 6th International FLINS Conference on Applied Computational Intelligence, Duinse Polders, Blankenberg,Belgien, 2004.
2004 | Conference Paper | LibreCat-ID: 15220
Learning decision rules from positive and negative preferences
E. Hüllermeier, J. Beringer, in: In Proceedings IPMU-2004 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
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E. Hüllermeier, J. Beringer, in: In Proceedings IPMU-2004 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
2004 | Journal Article | LibreCat-ID: 16185
An evolutionary approach to constraints-regularized learning
E. Hüllermeier, I. Renners, A. Grauel, Mathware and Soft Computing 11 (2004) 109–124.
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E. Hüllermeier, I. Renners, A. Grauel, Mathware and Soft Computing 11 (2004) 109–124.
2004 | Journal Article | LibreCat-ID: 16186
Efficient similarity search in protein structure databases: Improving clique-detection through clique-hashing
N. Weskamp, D. Kuhn, E. Hüllermeier, G. Klebe, Bioinformatics 20 (2004) 1522–1526.
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N. Weskamp, D. Kuhn, E. Hüllermeier, G. Klebe, Bioinformatics 20 (2004) 1522–1526.
2004 | Journal Article | LibreCat-ID: 16187
Flexible constraints for regularization in learning from data
E. Hüllermeier, International Journal of Intelligent Systems 19 (2004) 525–541.
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E. Hüllermeier, International Journal of Intelligent Systems 19 (2004) 525–541.
2003 | Conference Paper | LibreCat-ID: 15802
Efficient similarity search in protein structure databases: Improving clique-detection through geometric hashing
N. Weskamp, D. Kuhn, E. Hüllermeier, G. Klebe, in: In Proceedings GCB-2003 German Conference on Bioinformatics, Munich, Germany, 2003.
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N. Weskamp, D. Kuhn, E. Hüllermeier, G. Klebe, in: In Proceedings GCB-2003 German Conference on Bioinformatics, Munich, Germany, 2003.
2003 | Conference Paper | LibreCat-ID: 15803
Instance-based learning of credible label sets
E. Hüllermeier, in: A. Günter, R. Kruse, B. Neumann (Eds.), In Proceedings KI-2003, 26th German Conference on Artificial Intelligence, Hamburg, Germany, Springer, 2003.
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E. Hüllermeier, in: A. Günter, R. Kruse, B. Neumann (Eds.), In Proceedings KI-2003, 26th German Conference on Artificial Intelligence, Hamburg, Germany, Springer, 2003.
2003 | Conference Paper | LibreCat-ID: 15065
Regularized learning with flexible constraints
E. Hüllermeier, in: M.R. Berthold, H.J. Lenz, E. Bradley, R. Kruse, C. Borgelt (Eds.), In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis, Springer, 2003.
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E. Hüllermeier, in: M.R. Berthold, H.J. Lenz, E. Bradley, R. Kruse, C. Borgelt (Eds.), In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis, Springer, 2003.
2003 | Conference Paper | LibreCat-ID: 15066
Pairwise preference learning and ranking
J. Fürnkranz, E. Hüllermeier, in: In Proceedings ECML-2003, 13 Th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, Springer, 2003.
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J. Fürnkranz, E. Hüllermeier, in: In Proceedings ECML-2003, 13 Th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, Springer, 2003.
2003 | Conference Paper | LibreCat-ID: 15221
Instance-based collaborative filtering with fuzzy labels
E. Hüllermeier, in: In Proceedings EUSFLAT-2003 3th International Conference on the European Society for Fuzzy Logic and Technology, Zittlau, Germany, 2003, pp. 468–473.
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E. Hüllermeier, in: In Proceedings EUSFLAT-2003 3th International Conference on the European Society for Fuzzy Logic and Technology, Zittlau, Germany, 2003, pp. 468–473.
2003 | Conference Paper | LibreCat-ID: 15222
A note on quality measures for fuzzy association rules
D. Dubois, E. Hüllermeier, H. Prade, in: T. Bilgic, B. De Beats, O. Kaynak (Eds.), In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, Springer, 2003, pp. 648–677.
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D. Dubois, E. Hüllermeier, H. Prade, in: T. Bilgic, B. De Beats, O. Kaynak (Eds.), In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, Springer, 2003, pp. 648–677.
2003 | Conference Paper | LibreCat-ID: 15223
Inducing fuzzy concepts through extended version space learning
E. Hüllermeier, in: T. Bilgic, B. De Beats, O. Kaynak (Eds.), In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, Springer, 2003, pp. 648–677.
LibreCat
E. Hüllermeier, in: T. Bilgic, B. De Beats, O. Kaynak (Eds.), In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, Springer, 2003, pp. 648–677.
2003 | Journal Article | LibreCat-ID: 16188
Possibilistic instance-based learning
E. Hüllermeier, Artificial Intelligence 148 (2003) 335–383.
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E. Hüllermeier, Artificial Intelligence 148 (2003) 335–383.
2003 | Journal Article | LibreCat-ID: 16189
Flexibility and case-based evaluation in querying: An Illustration in an experimental setting
M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, F. Sèdes, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 11 (2003) 43–66.
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M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, F. Sèdes, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 11 (2003) 43–66.
2003 | Journal Article | LibreCat-ID: 16190
On the representation of fuzzy rules in terms of crisp rules
D. Dubois, E. Hüllermeier, H. Prade, Information Sciences 151 (2003) 301–326.
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D. Dubois, E. Hüllermeier, H. Prade, Information Sciences 151 (2003) 301–326.